Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "86"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 86 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 67 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 65 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 86, Node N08:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459883 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - 8.023479 12.171184 4.145144 2.201016 7.943141 2.704181 2.180510 19.944681 0.6811 0.6714 0.3531 nan nan
2459881 digital_ok 100.00% 100.00% 100.00% 0.00% - - 286.243982 286.769048 inf inf 11671.794731 11800.753713 17933.790811 18420.563740 nan nan nan nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.477483 8.295576 6.195641 2.630699 6.922714 0.952348 2.498204 23.843577 0.6737 0.6715 0.3678 nan nan
2459879 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.889196 4.141898 1.978556 0.345806 4.285091 -1.198863 0.343269 19.435163 0.6633 0.6582 0.3698 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.507336 7.626548 7.856549 3.497644 8.118692 1.884085 2.730281 57.962613 0.6699 0.6684 0.3693 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.208429 8.529049 9.096270 5.891799 4.090318 4.375221 0.523415 40.712516 0.6911 0.6551 0.3717 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.539513 7.779658 5.666842 0.917879 4.624199 4.185265 0.260441 16.473314 0.7086 0.6900 0.3766 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.477600 11.622373 5.308121 2.579825 4.185446 6.524609 1.553736 24.488062 0.6930 0.6536 0.3672 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.231094 7.653837 5.278231 4.085318 6.002873 2.038291 0.300571 20.189872 0.7000 0.6621 0.3658 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.439939 6.717273 1.996221 0.938053 4.523365 5.283753 0.457002 31.499337 0.6903 0.6537 0.3783 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.901606 5.328448 9.032240 5.266274 3.042460 0.628984 0.306495 16.025928 0.6972 0.6538 0.3723 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.001244 9.994113 4.340020 0.494258 8.636513 0.858721 0.817451 31.206482 0.7013 0.6711 0.3691 nan nan
2459869 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.947864 14.764934 10.071302 5.585892 5.544370 1.527458 1.308524 41.493723 0.6901 0.6471 0.3811 nan nan
2459867 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.643320 11.124097 7.316085 4.072342 5.572858 2.564453 2.270593 28.638499 0.7034 0.6548 0.3785 nan nan
2459866 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.836588 12.268084 7.905808 4.539394 7.977294 1.397739 0.138007 11.218281 0.7014 0.6565 0.3732 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.902238 14.643742 0.681264 0.842179 3.989052 3.296399 0.333831 17.631682 0.7266 0.6725 0.3502 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.455306 16.585889 -0.661794 1.312618 3.618746 1.841777 1.557042 41.067306 0.7088 0.6471 0.3979 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.059948 10.223367 -0.808956 0.768627 6.363958 -0.784162 0.989893 20.910958 0.7029 0.6361 0.3923 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.856913 10.074921 -0.744613 0.912209 4.218968 2.746713 0.418686 12.519177 0.6864 0.6713 0.3986 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.038720 6.230803 -1.071581 0.321577 4.678731 -1.349854 0.862362 15.755386 0.7148 0.6500 0.4049 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.630349 7.067799 -0.935495 0.625288 5.385738 5.996897 2.933140 14.811590 0.7190 0.6547 0.3971 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.188149 5.629145 0.223311 0.969245 3.567687 -1.120082 0.444421 12.604802 0.7223 0.6582 0.3978 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.648404 6.267655 -0.100187 0.895415 7.107370 -0.954118 1.123724 20.294817 0.7342 0.6639 0.4086 2.800812 2.239103
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.887401 1.765680 -2.095100 -2.343142 3.239950 0.507654 -1.578388 2.280253 0.0310 0.0289 0.0018 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.188349 9.563070 0.582894 0.689096 6.085419 1.268984 0.021201 23.584939 0.7224 0.6793 0.3892 2.576696 2.238244
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.809581 12.067807 -0.481427 -0.760274 8.385891 -0.205661 0.521396 11.644181 0.7107 0.6962 0.4100 2.667774 2.288174
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.726774 12.146948 -0.860733 -0.232202 7.082262 0.121878 4.013424 22.029234 0.7197 0.7103 0.4267 2.580177 2.233231
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.625484 8.162828 -0.703260 0.122300 6.501774 1.612834 1.930105 24.464781 0.7478 0.6700 0.4146 2.988494 2.499322
2459852 digital_ok 100.00% 29.19% 29.19% 0.00% 100.00% 0.00% 0.705855 0.940990 1.503639 0.793736 6.918881 1.000629 1.325837 1.262732 0.6237 0.6009 0.1395 4.036123 3.265200
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.543180 6.311204 0.310081 0.384794 2.529979 2.399637 0.096920 14.994346 0.7762 0.7289 0.3179 3.599624 2.961166
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.185901 7.489847 -0.582169 0.021217 6.388906 1.138010 3.839976 26.445041 0.7521 0.7417 0.3347 2.477021 2.239337
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.381693 8.271309 0.647493 0.141151 10.530693 0.666718 1.146073 29.349510 0.7475 0.7352 0.3430 3.418329 2.901935
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.186375 8.140414 0.150197 0.940665 7.298437 2.580800 1.351471 22.221843 0.7289 0.7307 0.3629 3.114802 2.586992
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.706431 7.987075 1.942216 0.832702 8.483748 4.488805 1.068011 12.732428 0.7362 0.6623 0.4241 2.919743 2.508639
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.248034 4.655762 1.211306 1.559942 8.753162 0.909992 0.595343 14.804059 0.8540 0.6765 0.4605 3.160951 2.570973
2459845 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.035552 4.014746 0.071878 3.113983 0.230981 -0.478941 0.128452 7.040177 0.7662 0.6350 0.3088 6.439829 4.488590
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.831098 10.931708 7.830049 6.050508 10.384722 0.296124 0.316800 1.019718 0.0390 0.0335 0.0039 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459839 digital_ok 100.00% - - - - - -0.784073 -0.559753 21.344603 23.194974 0.885625 0.015224 -1.418493 -1.510912 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.861401 11.098795 0.560601 5.586922 14.139185 9.918562 1.767378 10.318474 0.7576 0.6681 0.4014 3.765022 2.690923
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0479 0.0350 0.0014 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.945403 -0.918239 -0.815707 0.518947 4.518587 3.239229 7.119530 17.255480 0.0462 0.0375 0.0020 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.463494 -0.799679 2.839729 2.601577 14.886971 6.751649 12.810836 11.299717 0.0336 0.0281 0.0011 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.612611 7.248257 1.522499 -0.539403 10.066117 -0.787232 0.657750 -0.101843 0.8086 0.5442 0.5626 3.873045 3.029313
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.911654 0.025822 17.120836 18.575832 2.047847 1.133455 -1.412641 -1.467964 0.0348 0.0272 0.0018 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.380646 6.457886 1.052871 -0.496320 1.203707 2.281428 1.315925 0.979518 0.8068 0.5509 0.5466 5.816447 4.207403
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.663327 12.982525 -0.720383 -0.078496 10.204960 2.901369 1.953404 0.189436 0.7542 0.6568 0.3991 11.414523 12.058478
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.323416 4.647797 -0.120579 -0.606398 1.366355 2.386348 2.178132 1.617519 0.8038 0.5645 0.5241 5.207347 4.568178
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.195592 9.487898 -0.187455 0.753293 6.562410 1.975624 0.222313 -0.288522 0.7623 0.6660 0.4006 11.905541 9.074951
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.197533 4.685873 0.998254 -0.105191 1.635787 3.394852 -0.048792 -0.380855 0.8046 0.5897 0.5006 8.870678 8.046481
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.776250 4.554638 0.799228 -0.689850 -0.468241 1.137185 -0.493883 -0.554995 0.8064 0.6059 0.4939 6.118669 4.946562
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.028950 10.609331 1.666438 0.573479 5.022240 1.113413 0.494943 0.416342 0.7368 0.7305 0.3424 5.438773 6.002575
2459823 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 2.384351 2.354315 1.876108 -0.484614 2.791269 1.076924 0.200362 1.156542 0.7770 0.6493 0.4468 2.066423 1.956057
2459822 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 7.89% 1.878874 3.917192 -0.399122 -0.491651 0.350601 1.428900 -0.209532 -0.942052 0.8117 0.6326 0.4981 2.284802 1.632631
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.691271 5.092450 -0.638134 -0.365434 0.455453 0.863623 -0.889760 -0.682429 0.8192 0.6622 0.4729 4.130827 3.093943
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.399753 7.728783 -0.766183 0.263724 12.102688 5.986494 0.583934 -0.097673 0.7862 0.6986 0.3853 5.112628 3.857026
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 97.37% 1.886000 2.904959 -0.769320 -0.692531 -0.580559 1.144170 -0.598966 -0.641709 0.8302 0.7020 0.4711 2.968888 2.443535
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.094268 4.381410 2.085095 -0.538196 0.773369 3.920911 -0.146613 -0.325818 0.8529 0.6195 0.5496 4.801198 3.401965
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 76.32% 2.606289 2.565753 1.423244 -0.740439 0.136116 1.195632 -1.093265 -0.805310 0.8329 0.7175 0.4750 3.625878 2.817382
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.271663 9.388976 -0.746082 -0.137165 13.135720 8.628319 1.924839 3.613117 0.0971 0.1065 0.0192 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 86: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 86: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 19.944681 12.171184 8.023479 2.201016 4.145144 2.704181 7.943141 19.944681 2.180510

Antenna 86: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Power inf 286.769048 286.243982 inf inf 11800.753713 11671.794731 18420.563740 17933.790811

Antenna 86: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 23.843577 8.295576 3.477483 2.630699 6.195641 0.952348 6.922714 23.843577 2.498204

Antenna 86: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 19.435163 4.141898 1.889196 0.345806 1.978556 -1.198863 4.285091 19.435163 0.343269

Antenna 86: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 57.962613 7.626548 2.507336 3.497644 7.856549 1.884085 8.118692 57.962613 2.730281

Antenna 86: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 40.712516 3.208429 8.529049 9.096270 5.891799 4.090318 4.375221 0.523415 40.712516

Antenna 86: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 16.473314 0.539513 7.779658 5.666842 0.917879 4.624199 4.185265 0.260441 16.473314

Antenna 86: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 24.488062 2.477600 11.622373 5.308121 2.579825 4.185446 6.524609 1.553736 24.488062

Antenna 86: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 20.189872 3.231094 7.653837 5.278231 4.085318 6.002873 2.038291 0.300571 20.189872

Antenna 86: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 31.499337 6.717273 3.439939 0.938053 1.996221 5.283753 4.523365 31.499337 0.457002

Antenna 86: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 16.025928 5.328448 1.901606 5.266274 9.032240 0.628984 3.042460 16.025928 0.306495

Antenna 86: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 31.206482 3.001244 9.994113 4.340020 0.494258 8.636513 0.858721 0.817451 31.206482

Antenna 86: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 86: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 41.493723 2.947864 14.764934 10.071302 5.585892 5.544370 1.527458 1.308524 41.493723

Antenna 86: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 28.638499 1.643320 11.124097 7.316085 4.072342 5.572858 2.564453 2.270593 28.638499

Antenna 86: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 12.268084 12.268084 1.836588 4.539394 7.905808 1.397739 7.977294 11.218281 0.138007

Antenna 86: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 17.631682 2.902238 14.643742 0.681264 0.842179 3.989052 3.296399 0.333831 17.631682

Antenna 86: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 41.067306 16.585889 1.455306 1.312618 -0.661794 1.841777 3.618746 41.067306 1.557042

Antenna 86: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 20.910958 1.059948 10.223367 -0.808956 0.768627 6.363958 -0.784162 0.989893 20.910958

Antenna 86: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 12.519177 1.856913 10.074921 -0.744613 0.912209 4.218968 2.746713 0.418686 12.519177

Antenna 86: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 15.755386 6.230803 1.038720 0.321577 -1.071581 -1.349854 4.678731 15.755386 0.862362

Antenna 86: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 14.811590 0.630349 7.067799 -0.935495 0.625288 5.385738 5.996897 2.933140 14.811590

Antenna 86: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 12.604802 0.188149 5.629145 0.223311 0.969245 3.567687 -1.120082 0.444421 12.604802

Antenna 86: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 20.294817 6.267655 0.648404 0.895415 -0.100187 -0.954118 7.107370 20.294817 1.123724

Antenna 86: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 3.239950 1.765680 0.887401 -2.343142 -2.095100 0.507654 3.239950 2.280253 -1.578388

Antenna 86: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 23.584939 0.188349 9.563070 0.582894 0.689096 6.085419 1.268984 0.021201 23.584939

Antenna 86: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 12.067807 12.067807 -0.809581 -0.760274 -0.481427 -0.205661 8.385891 11.644181 0.521396

Antenna 86: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 22.029234 12.146948 -0.726774 -0.232202 -0.860733 0.121878 7.082262 22.029234 4.013424

Antenna 86: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 24.464781 8.162828 0.625484 0.122300 -0.703260 1.612834 6.501774 24.464781 1.930105

Antenna 86: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 6.918881 0.705855 0.940990 1.503639 0.793736 6.918881 1.000629 1.325837 1.262732

Antenna 86: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 14.994346 1.543180 6.311204 0.310081 0.384794 2.529979 2.399637 0.096920 14.994346

Antenna 86: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 26.445041 0.185901 7.489847 -0.582169 0.021217 6.388906 1.138010 3.839976 26.445041

Antenna 86: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 29.349510 0.381693 8.271309 0.647493 0.141151 10.530693 0.666718 1.146073 29.349510

Antenna 86: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 22.221843 8.140414 1.186375 0.940665 0.150197 2.580800 7.298437 22.221843 1.351471

Antenna 86: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 12.732428 7.987075 1.706431 0.832702 1.942216 4.488805 8.483748 12.732428 1.068011

Antenna 86: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 14.804059 2.248034 4.655762 1.211306 1.559942 8.753162 0.909992 0.595343 14.804059

Antenna 86: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 86: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 86: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 86: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 7.040177 0.035552 4.014746 0.071878 3.113983 0.230981 -0.478941 0.128452 7.040177

Antenna 86: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 10.931708 0.831098 10.931708 7.830049 6.050508 10.384722 0.296124 0.316800 1.019718

Antenna 86: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 86: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Power 23.194974 -0.559753 -0.784073 23.194974 21.344603 0.015224 0.885625 -1.510912 -1.418493

Antenna 86: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 14.139185 11.098795 0.861401 5.586922 0.560601 9.918562 14.139185 10.318474 1.767378

Antenna 86: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Temporal Discontinuties 17.255480 -0.918239 -0.945403 0.518947 -0.815707 3.239229 4.518587 17.255480 7.119530

Antenna 86: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 14.886971 -0.799679 0.463494 2.601577 2.839729 6.751649 14.886971 11.299717 12.810836

Antenna 86: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 10.066117 2.612611 7.248257 1.522499 -0.539403 10.066117 -0.787232 0.657750 -0.101843

Antenna 86: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Power 18.575832 0.911654 0.025822 17.120836 18.575832 2.047847 1.133455 -1.412641 -1.467964

Antenna 86: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 6.457886 4.380646 6.457886 1.052871 -0.496320 1.203707 2.281428 1.315925 0.979518

Antenna 86: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 12.982525 12.982525 5.663327 -0.078496 -0.720383 2.901369 10.204960 0.189436 1.953404

Antenna 86: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 4.647797 4.647797 1.323416 -0.606398 -0.120579 2.386348 1.366355 1.617519 2.178132

Antenna 86: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 9.487898 2.195592 9.487898 -0.187455 0.753293 6.562410 1.975624 0.222313 -0.288522

Antenna 86: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 4.685873 4.685873 2.197533 -0.105191 0.998254 3.394852 1.635787 -0.380855 -0.048792

Antenna 86: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 4.554638 4.554638 1.776250 -0.689850 0.799228 1.137185 -0.468241 -0.554995 -0.493883

Antenna 86: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 10.609331 2.028950 10.609331 1.666438 0.573479 5.022240 1.113413 0.494943 0.416342

Antenna 86: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 2.791269 2.354315 2.384351 -0.484614 1.876108 1.076924 2.791269 1.156542 0.200362

Antenna 86: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 3.917192 1.878874 3.917192 -0.399122 -0.491651 0.350601 1.428900 -0.209532 -0.942052

Antenna 86: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 5.092450 5.092450 2.691271 -0.365434 -0.638134 0.863623 0.455453 -0.682429 -0.889760

Antenna 86: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 12.102688 2.399753 7.728783 -0.766183 0.263724 12.102688 5.986494 0.583934 -0.097673

Antenna 86: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 2.904959 1.886000 2.904959 -0.769320 -0.692531 -0.580559 1.144170 -0.598966 -0.641709

Antenna 86: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape 4.381410 4.381410 3.094268 -0.538196 2.085095 3.920911 0.773369 -0.325818 -0.146613

Antenna 86: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Shape 2.606289 2.565753 2.606289 -0.740439 1.423244 1.195632 0.136116 -0.805310 -1.093265

Antenna 86: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 86: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 13.135720 9.388976 5.271663 -0.137165 -0.746082 8.628319 13.135720 3.613117 1.924839
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